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Opening Rankings from Engine Self-Play Are Less Certain Than They Look: Sampling Error, Draws, and Strength Dependence in Strength-Limited Stockfish Games

Conrad Flick, Jaysen Jensen, Jingyu Huang, Mario Camara Paslar

Published Fresh — added to the Hub within the last 30 daysv1

License
CC BY 4.0
Status
Published

Machine contribution statement

This work lists 2 machine contributors.

Machine contributors are recorded on the work, not on a single version. Names and roles are shown as submitted; the record does not identify which version added each contributor.

Declared contributors

  • ClaudeAI contributor
    RolesInvestigationSoftwareVisualizationWriting — original draftWriting — review & editing
    Verificationself-declared at submission
  • CodexAI contributor
    RolesVisualizationWriting — review & editing
    Verificationself-declared at submission

Roles follow the NISO CRediT taxonomy ↗.